Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "182" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 116 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 108 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.034747 | -0.587899 | 13.717184 | 8.156646 | 6.596750 | 111.823433 | 10.178866 | 8.390740 | 0.7781 | 0.7642 | 0.2609 | 8.391432 | 8.093945 |
| 2459593 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.778650 | 0.322004 | 17.352705 | 30.240740 | 9.976556 | 250.415529 | 4.937126 | 12.017449 | 0.7365 | 0.7231 | 0.2560 | 5.071728 | 4.965949 |
| 2459592 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.379395 | 3.797608 | 51.170204 | 16.789516 | 16.874086 | 50.429127 | -0.898709 | 12.776710 | 0.7101 | 0.6975 | 0.4552 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 0.00% | 3.24% | 0.00% | 100.00% | 0.00% | 4.234440 | 2.078894 | 20.051365 | 15.865699 | 8.592268 | 103.003781 | -1.687377 | 17.788498 | 0.6788 | 0.6705 | 0.3678 | 6.782691 | 6.512935 |
| 2459590 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.330569 | 2.711814 | 17.859764 | 6.266284 | 9.497627 | 144.567366 | -0.299475 | 2.619009 | 0.6802 | 0.6391 | 0.3740 | 6.141888 | 5.343375 |
| 2459589 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.325369 | 3.013547 | 15.345619 | 16.181092 | 5.973447 | 8.590045 | 7.722807 | 7.648050 | 0.7113 | 0.7040 | 0.2858 | 5.002315 | 4.431594 |
| 2459588 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.977511 | 0.216525 | 20.881434 | 54.937594 | 7.343807 | 144.198652 | 7.031196 | 8.968424 | 0.7775 | 0.7369 | 0.2367 | 7.430931 | 7.190017 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 354.008611 | 354.404795 | inf | inf | 100.732907 | 101.196988 | 606.514966 | 604.972662 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 312.231691 | 312.373842 | inf | inf | 17.709383 | 15.723552 | 665.816273 | 682.979909 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459585 | RF_maintenance | 100.00% | 0.00% | 20.90% | 0.00% | 100.00% | 0.00% | 35.288631 | 28.708274 | 21.421387 | 6.715933 | 6.914424 | 10.551032 | -0.452759 | 20.429107 | 0.6438 | 0.4962 | 0.3926 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 938.330869 | 606.085210 | inf | inf | 3285.507170 | 2643.256059 | 21268.231735 | 15750.803065 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459583 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.207070 | 13.545981 | 8.522237 | 29.205107 | 6.930133 | 27.642147 | -1.192691 | 5.651967 | 0.6812 | 0.5486 | 0.4101 | 3.854689 | 2.664709 |
| 2459582 | RF_maintenance | 100.00% | 0.00% | 7.57% | 0.00% | 100.00% | 0.00% | 3.059341 | 10.406674 | 7.908947 | 24.686904 | 8.425927 | 44.060213 | -1.321280 | 11.557735 | 0.6809 | 0.5661 | 0.4105 | 3.638787 | 2.600040 |
| 2459581 | RF_maintenance | 100.00% | 0.00% | 9.73% | 0.00% | 100.00% | 0.00% | 4.459083 | 1.526790 | 7.975737 | 10.269627 | 6.577990 | 148.239116 | -1.066489 | 19.828218 | 0.6885 | 0.6194 | 0.3907 | 3.307279 | 2.841015 |
| 2459580 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.527073 | 2.372289 | 9.016957 | 6.974080 | 7.736124 | 2.725903 | -0.930563 | 20.278145 | 0.6819 | 0.6881 | 0.3787 | 4.004602 | 4.015815 |
| 2459579 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.513977 | 3.712482 | 10.418022 | 4.708023 | 8.388179 | 89.409388 | -1.731654 | 36.756095 | 0.6769 | 0.6721 | 0.3797 | 34.176956 | 39.711313 |
| 2459578 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.907873 | 4.045559 | 28.739794 | 24.500912 | 14.599366 | 35.550944 | 9.163517 | 116.715226 | 0.7346 | 0.7491 | 0.4709 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459576 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.060839 | 3.595286 | 5.726823 | 6.200588 | 6.988835 | 9.585943 | 0.265287 | 0.222206 | 0.6999 | 0.7042 | 0.3788 | 5.459715 | 4.951655 |
| 2459575 | RF_maintenance | 100.00% | 0.00% | 12.97% | 0.00% | 100.00% | 0.00% | 2.228507 | 3.357391 | 6.132273 | 0.612226 | 6.128396 | 113.587620 | 4.734151 | 3.589835 | 0.7493 | 0.6068 | 0.3672 | 4.695863 | 4.050551 |
| 2459574 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459573 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.896440 | 2.503291 | 11.295111 | 2.727029 | 8.790562 | 78.564369 | -1.567462 | 22.997356 | 0.6999 | 0.7083 | 0.3745 | 4.291701 | 4.008184 |
| 2459572 | RF_maintenance | 100.00% | 0.00% | 1.62% | 0.00% | 100.00% | 0.00% | 3.597919 | 2.829082 | 5.802445 | 1.771997 | 6.108363 | 111.770375 | -2.222297 | 3.571024 | 0.7023 | 0.6568 | 0.3912 | 4.304353 | 3.660703 |
| 2459571 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459570 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.838243 | -0.545650 | -0.999243 | -0.636461 | -0.978254 | -0.638362 | -0.419156 | -0.316138 | 0.6930 | 0.7002 | 0.3531 | 12.663959 | 13.566736 |
| 2459569 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.618777 | 2.818807 | 6.704012 | 7.130934 | 5.773215 | 12.177334 | 4.721285 | 4.783441 | 0.7659 | 0.7685 | 0.2373 | 4.172814 | 3.827338 |
| 2459566 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.506638 | 0.638144 | 7.955719 | 1.683471 | 6.949061 | 11.060094 | -1.274583 | 2.845206 | 0.6920 | 0.7057 | 0.3942 | 3.172091 | 3.060165 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -0.000390 | -0.000390 | 0.000000 | 0.000000 | -0.823769 | -0.823769 | -0.908427 | -0.908427 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 0.00% | 20.82% | 0.00% | 100.00% | 0.00% | -0.129152 | 2.445018 | -0.445304 | 12.638706 | -1.523535 | 36.144711 | -0.578452 | 14.482453 | 0.7067 | 0.6227 | 0.4089 | 3.301506 | 2.924546 |
| 2459563 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.567959 | 1.413895 | 17.010551 | 2.325130 | 7.978224 | 54.677653 | -0.430446 | 13.001901 | 0.7057 | 0.7077 | 0.3863 | 4.185354 | 3.981118 |
| 2459562 | RF_maintenance | 100.00% | 0.00% | 2.70% | 0.00% | 100.00% | 0.00% | -0.609480 | -1.223648 | -0.707707 | -2.229198 | -2.138407 | 28.626322 | -0.894399 | 4.532211 | 0.7073 | 0.7012 | 0.3844 | 3.112554 | 2.915782 |
| 2459561 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.435374 | -0.564018 | -0.165131 | -2.040204 | -1.725109 | 15.802635 | -1.811462 | 3.963687 | 0.7047 | 0.7129 | 0.3820 | 2.811381 | 2.696814 |
| 2459560 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.274870 | -0.931149 | -0.569625 | -1.177822 | -1.515668 | -1.824370 | -1.114895 | 2.897678 | 0.7061 | 0.7148 | 0.3931 | 3.059344 | 2.893736 |
| 2459559 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.118277 | -0.560548 | -0.042957 | -0.595720 | -1.103574 | -0.261879 | -0.858179 | 0.931063 | 0.6984 | 0.7082 | 0.3853 | 2.651810 | 2.630663 |
| 2459558 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.011761 | 2.593471 | 9.229105 | 6.064707 | 8.135216 | 52.860624 | -1.360784 | 5.407990 | 0.7083 | 0.7078 | 0.3850 | 3.477722 | 3.294972 |
| 2459557 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7441 | 0.6940 | 0.4187 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.092829 | 4.165835 | 9.624161 | 3.580827 | 7.436985 | 133.671614 | -2.404142 | 2.397297 | 0.7008 | 0.6622 | 0.3942 | 3.724283 | 3.068120 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7099 | 0.7123 | 0.3911 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7041 | 0.7051 | 0.3920 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.520409 | 5.532005 | 12.545298 | 13.984639 | 12.196972 | 15.588013 | -0.397641 | -0.136151 | 0.7088 | 0.7074 | 0.3918 | 8.490881 | 8.775144 |
| 2459551 | RF_maintenance | 100.00% | 0.00% | 69.15% | 0.00% | 100.00% | 0.00% | -0.174934 | 4.576799 | -0.420973 | 16.939395 | -2.365428 | 54.228742 | -1.204079 | 9.700316 | 0.7075 | 0.2767 | 0.4611 | 3.024318 | 1.275441 |
| 2459550 | RF_maintenance | - | 28.83% | 99.18% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.5088 | 0.0595 | 0.1786 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.435740 | 18.058576 | 9.145105 | 38.372929 | 7.752158 | 22.489160 | -1.001350 | 2.468769 | 0.6989 | 0.1096 | 0.4841 | 3.517544 | 1.302947 |
| 2459542 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459541 | RF_maintenance | 100.00% | 1.34% | 1.34% | 0.00% | 100.00% | 0.00% | 3.603101 | 3.420192 | 11.426433 | 11.448069 | 7.024817 | 8.549229 | 3.477860 | 4.284004 | 0.7414 | 0.7332 | 0.3354 | 4.669015 | 4.088851 |
| 2459540 | RF_maintenance | 100.00% | 0.00% | 14.77% | 0.00% | 100.00% | 0.00% | 1.280370 | 1.358566 | 1.202805 | 3.986532 | -1.300951 | 189.972039 | -1.146527 | 3.488087 | 0.7507 | 0.5851 | 0.4010 | 2.801526 | 1.571498 |
| 2459536 | RF_maintenance | 100.00% | 0.00% | 3.71% | 0.00% | 100.00% | 0.00% | 5.066010 | 2.733578 | 15.160537 | 14.772642 | 13.539064 | 230.775560 | -1.326666 | 30.109479 | 0.7283 | 0.6328 | 0.4439 | 5.187843 | 4.192413 |
| 2459535 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.656057 | 1.459385 | 0.791247 | 5.004045 | -2.097747 | 1.209915 | -0.874560 | 12.293346 | 0.7869 | 0.7648 | 0.3634 | 2.708630 | 2.394670 |
| 2459534 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.053581 | 1.514999 | -0.132070 | 4.676833 | -2.283004 | 0.873511 | -0.848223 | 10.426004 | 0.7726 | 0.7465 | 0.3696 | 3.738040 | 3.108339 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459532 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.756691 | 3.787366 | 12.583330 | 16.219043 | 9.071874 | 9.821965 | -1.456490 | 22.211022 | 0.7250 | 0.7195 | 0.3926 | 3.875597 | 3.306355 |
| 2459530 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.023193 | 1.384199 | -0.189956 | 3.242395 | -1.933392 | 3.240710 | -0.601076 | 13.631446 | 0.7367 | 0.7317 | 0.3882 | 3.440544 | 3.061622 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.074411 | 3.882058 | 10.193010 | 11.601989 | 18.931878 | 5.410412 | -0.511855 | 13.872686 | 0.8963 | 0.9301 | 0.3245 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 4.802164 | 2.688186 | 13.579784 | 12.717326 | 5.965319 | 0.546220 | -3.916567 | 23.358405 | nan | nan | nan | 5.094363 | 4.416211 |
| 2459522 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.037537 | 2.613042 | 12.592558 | 10.531220 | 3.624200 | 5.455940 | -0.319678 | 26.171479 | 0.6750 | 0.6620 | 0.3493 | 4.413509 | 5.373515 |
| 2459513 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.018137 | 5.262097 | 28.422123 | 29.426841 | 14.399523 | 33.538084 | 3.811117 | 84.321967 | 0.8385 | 0.8460 | 0.2653 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.733286 | 23.940573 | 8.168612 | 49.680426 | 7.581755 | 20.436122 | 7.342984 | 10.272991 | 0.9011 | 0.7862 | 0.2954 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.386279 | 22.368391 | 10.398810 | 44.408210 | 1.687538 | 10.475229 | -1.183611 | 6.182562 | 0.8807 | 0.6683 | 0.3751 | 24.309155 | 13.315982 |
| 2459503 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.528758 | 1.721056 | 10.681499 | 2.212452 | 17.474430 | 3.401370 | -0.778107 | 9.308947 | 0.8650 | 0.8657 | 0.4617 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Discontinuties | 21.252224 | 3.694755 | 0.678705 | 16.097582 | 3.493691 | 12.652535 | 0.997872 | -2.157434 | 21.252224 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 96.079027 | 4.124093 | 2.874069 | 12.455340 | 4.832067 | 12.121789 | 96.079027 | -0.949419 | 8.893503 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Power | 152134.219720 | 9.927327 | -0.672653 | 152134.219720 | -0.673131 | 8.344056 | -0.675051 | 8.333711 | -0.674991 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Power | 57.259519 | 3.860402 | 7.359765 | 16.720232 | 57.259519 | 14.411349 | 2.521071 | -2.136580 | 35.335036 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Power | 52.701683 | 3.780947 | 8.525380 | 13.872777 | 52.701683 | 8.408139 | 31.387709 | -1.578351 | 18.001198 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Discontinuties | 38.816705 | 5.446364 | 5.494770 | 13.365298 | 35.308264 | 13.994369 | 7.058798 | -2.010603 | 38.816705 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 89.744124 | 4.662132 | 2.052807 | 15.726564 | 1.879346 | 11.230779 | 89.744124 | -1.250381 | 21.787443 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 24.994000 | 1.309872 | 21.985811 | 4.541031 | 8.860686 | 24.994000 | 16.912167 | 23.946904 | 0.516196 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Power | -0.673328 | -0.673699 | -0.673699 | -0.673328 | -0.673328 | -0.674436 | -0.674436 | -0.674463 | -0.674463 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 15.220480 | 3.728452 | 3.810807 | 11.536082 | 11.598311 | 15.220480 | 11.441710 | -2.833830 | -2.737005 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 122.691483 | 4.145946 | 6.798091 | 13.825987 | 32.654330 | 11.116106 | 122.691483 | -1.829718 | 20.106651 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 240.437339 | 8.480378 | 7.303236 | 29.905674 | 12.246976 | 240.437339 | 17.453458 | 40.912100 | -1.720304 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Discontinuties | 26.304011 | 5.552151 | 3.098285 | 1.524573 | 25.163404 | 0.115668 | 7.445579 | 26.304011 | -2.130066 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 118.590050 | 4.471177 | 8.339974 | 27.999559 | 12.411541 | 118.590050 | 12.255058 | 24.404915 | 3.266368 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 155.632927 | 21.885770 | 22.394183 | 56.438105 | 75.014889 | 155.632927 | 71.275609 | 90.362485 | 5.332909 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 16.785763 | 4.809785 | 3.089426 | 2.770906 | 14.003376 | 16.785763 | 15.180616 | 14.414440 | -0.010438 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 321.577231 | 2.893171 | 3.839739 | 11.191653 | 15.567686 | 321.577231 | 12.857372 | 36.119687 | -2.213306 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 58.408926 | 3.551746 | 3.769513 | 13.201554 | 12.405317 | 12.010545 | 58.408926 | -2.654415 | 0.398811 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 94.810899 | 11.635935 | 3.911277 | 90.123715 | 22.104782 | 94.810899 | 13.294474 | 4.910727 | -1.793759 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 214.530446 | 4.407241 | 2.182850 | 13.248532 | 12.034897 | 9.250929 | 214.530446 | -2.005562 | 8.590084 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 173.744296 | 4.616552 | 1.886132 | 14.225117 | 7.309212 | 8.772693 | 173.744296 | -2.876632 | 6.906867 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 21.460615 | 3.116108 | 2.880865 | 15.060712 | 15.144098 | 17.291505 | 21.460615 | -1.639352 | 1.922713 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 28.475143 | 3.704392 | 3.109260 | 10.754933 | 10.767436 | 9.014524 | 28.475143 | -1.913029 | -0.888471 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 157.837028 | 4.161082 | 3.333149 | 14.014999 | 4.387200 | 9.841689 | 157.837028 | 5.046666 | 3.479077 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Power | 18.343548 | 1.596273 | 4.641600 | 7.540537 | 18.343548 | 3.380978 | 8.805708 | 10.484193 | 1.612211 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Power | 20.694979 | 1.380254 | 3.494396 | 7.724571 | 20.694979 | 10.746999 | 10.300253 | 7.729261 | -1.388397 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Power | 24.961412 | 4.251440 | 0.993117 | 9.355913 | 24.961412 | 8.687574 | 19.746976 | 8.263023 | 0.154610 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Power | inf | 31.588445 | 31.913129 | inf | inf | 281.464004 | 277.050133 | 268.312528 | 269.597938 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 345.653482 | 3.946859 | 1.916316 | 16.021988 | 5.102120 | 12.452141 | 345.653482 | 3.185126 | 39.512590 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 58.926439 | 3.490359 | 1.354292 | 17.238709 | 13.743370 | 3.428769 | 58.926439 | 1.249638 | 1.194452 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Power | 21.219698 | 1.538827 | 4.046315 | 4.534159 | 21.219698 | 12.187612 | 7.314699 | 20.179799 | -1.562113 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 80.077999 | 3.780011 | 1.391398 | 16.420172 | 3.497338 | 10.256472 | 80.077999 | -1.475036 | 11.094211 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 126.286314 | 1.370914 | 3.450517 | 1.193497 | 19.068026 | 126.286314 | 7.892207 | 20.706304 | -1.382021 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Power | 15.723065 | 3.451534 | 3.641738 | 15.723065 | 15.342144 | 14.377011 | 9.804868 | -0.775550 | -1.253735 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Power | 14.299930 | 2.950724 | 3.459480 | 14.299930 | 13.431033 | 10.453134 | 12.608644 | 13.660573 | 12.477598 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 111.823433 | 1.034747 | -0.587899 | 13.717184 | 8.156646 | 6.596750 | 111.823433 | 10.178866 | 8.390740 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 250.415529 | 2.778650 | 0.322004 | 17.352705 | 30.240740 | 9.976556 | 250.415529 | 4.937126 | 12.017449 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Power | 51.170204 | 3.797608 | 3.379395 | 16.789516 | 51.170204 | 50.429127 | 16.874086 | 12.776710 | -0.898709 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 103.003781 | 2.078894 | 4.234440 | 15.865699 | 20.051365 | 103.003781 | 8.592268 | 17.788498 | -1.687377 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 144.567366 | 4.330569 | 2.711814 | 17.859764 | 6.266284 | 9.497627 | 144.567366 | -0.299475 | 2.619009 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Power | 16.181092 | 3.013547 | 3.325369 | 16.181092 | 15.345619 | 8.590045 | 5.973447 | 7.648050 | 7.722807 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 144.198652 | 1.977511 | 0.216525 | 20.881434 | 54.937594 | 7.343807 | 144.198652 | 7.031196 | 8.968424 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Power | inf | 354.404795 | 354.008611 | inf | inf | 101.196988 | 100.732907 | 604.972662 | 606.514966 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Power | inf | 312.231691 | 312.373842 | inf | inf | 17.709383 | 15.723552 | 665.816273 | 682.979909 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Shape | 35.288631 | 35.288631 | 28.708274 | 21.421387 | 6.715933 | 6.914424 | 10.551032 | -0.452759 | 20.429107 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Power | inf | 938.330869 | 606.085210 | inf | inf | 3285.507170 | 2643.256059 | 21268.231735 | 15750.803065 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Power | 29.205107 | 3.207070 | 13.545981 | 8.522237 | 29.205107 | 6.930133 | 27.642147 | -1.192691 | 5.651967 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 44.060213 | 10.406674 | 3.059341 | 24.686904 | 7.908947 | 44.060213 | 8.425927 | 11.557735 | -1.321280 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 148.239116 | 4.459083 | 1.526790 | 7.975737 | 10.269627 | 6.577990 | 148.239116 | -1.066489 | 19.828218 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Discontinuties | 20.278145 | 2.372289 | 3.527073 | 6.974080 | 9.016957 | 2.725903 | 7.736124 | 20.278145 | -0.930563 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 89.409388 | 3.513977 | 3.712482 | 10.418022 | 4.708023 | 8.388179 | 89.409388 | -1.731654 | 36.756095 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Discontinuties | 116.715226 | 4.907873 | 4.045559 | 28.739794 | 24.500912 | 14.599366 | 35.550944 | 9.163517 | 116.715226 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 9.585943 | 3.595286 | 3.060839 | 6.200588 | 5.726823 | 9.585943 | 6.988835 | 0.222206 | 0.265287 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 113.587620 | 3.357391 | 2.228507 | 0.612226 | 6.132273 | 113.587620 | 6.128396 | 3.589835 | 4.734151 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 78.564369 | 2.503291 | 3.896440 | 2.727029 | 11.295111 | 78.564369 | 8.790562 | 22.997356 | -1.567462 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 111.770375 | 2.829082 | 3.597919 | 1.771997 | 5.802445 | 111.770375 | 6.108363 | 3.571024 | -2.222297 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Discontinuties | -0.316138 | -0.838243 | -0.545650 | -0.999243 | -0.636461 | -0.978254 | -0.638362 | -0.419156 | -0.316138 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 12.177334 | 2.818807 | 2.618777 | 7.130934 | 6.704012 | 12.177334 | 5.773215 | 4.783441 | 4.721285 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 11.060094 | 0.638144 | 3.506638 | 1.683471 | 7.955719 | 11.060094 | 6.949061 | 2.845206 | -1.274583 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Power | 0.000000 | -0.000390 | -0.000390 | 0.000000 | 0.000000 | -0.823769 | -0.823769 | -0.908427 | -0.908427 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 36.144711 | -0.129152 | 2.445018 | -0.445304 | 12.638706 | -1.523535 | 36.144711 | -0.578452 | 14.482453 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 54.677653 | 3.567959 | 1.413895 | 17.010551 | 2.325130 | 7.978224 | 54.677653 | -0.430446 | 13.001901 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 28.626322 | -0.609480 | -1.223648 | -0.707707 | -2.229198 | -2.138407 | 28.626322 | -0.894399 | 4.532211 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 15.802635 | 0.435374 | -0.564018 | -0.165131 | -2.040204 | -1.725109 | 15.802635 | -1.811462 | 3.963687 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Discontinuties | 2.897678 | -0.274870 | -0.931149 | -0.569625 | -1.177822 | -1.515668 | -1.824370 | -1.114895 | 2.897678 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Discontinuties | 0.931063 | -0.118277 | -0.560548 | -0.042957 | -0.595720 | -1.103574 | -0.261879 | -0.858179 | 0.931063 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 52.860624 | 2.593471 | 4.011761 | 6.064707 | 9.229105 | 52.860624 | 8.135216 | 5.407990 | -1.360784 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 133.671614 | 4.165835 | 4.092829 | 3.580827 | 9.624161 | 133.671614 | 7.436985 | 2.397297 | -2.404142 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 15.588013 | 5.532005 | 4.520409 | 13.984639 | 12.545298 | 15.588013 | 12.196972 | -0.136151 | -0.397641 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 54.228742 | 4.576799 | -0.174934 | 16.939395 | -0.420973 | 54.228742 | -2.365428 | 9.700316 | -1.204079 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Power | 38.372929 | 3.435740 | 18.058576 | 9.145105 | 38.372929 | 7.752158 | 22.489160 | -1.001350 | 2.468769 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Power | 11.448069 | 3.420192 | 3.603101 | 11.448069 | 11.426433 | 8.549229 | 7.024817 | 4.284004 | 3.477860 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 189.972039 | 1.358566 | 1.280370 | 3.986532 | 1.202805 | 189.972039 | -1.300951 | 3.488087 | -1.146527 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 230.775560 | 2.733578 | 5.066010 | 14.772642 | 15.160537 | 230.775560 | 13.539064 | 30.109479 | -1.326666 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Discontinuties | 12.293346 | 0.656057 | 1.459385 | 0.791247 | 5.004045 | -2.097747 | 1.209915 | -0.874560 | 12.293346 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Discontinuties | 10.426004 | 1.514999 | 0.053581 | 4.676833 | -0.132070 | 0.873511 | -2.283004 | 10.426004 | -0.848223 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Discontinuties | 22.211022 | 4.756691 | 3.787366 | 12.583330 | 16.219043 | 9.071874 | 9.821965 | -1.456490 | 22.211022 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Discontinuties | 13.631446 | 1.384199 | 0.023193 | 3.242395 | -0.189956 | 3.240710 | -1.933392 | 13.631446 | -0.601076 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Temporal Variability | 18.931878 | 5.074411 | 3.882058 | 10.193010 | 11.601989 | 18.931878 | 5.410412 | -0.511855 | 13.872686 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Discontinuties | 23.358405 | 4.802164 | 2.688186 | 13.579784 | 12.717326 | 5.965319 | 0.546220 | -3.916567 | 23.358405 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Discontinuties | 26.171479 | 2.613042 | 4.037537 | 10.531220 | 12.592558 | 5.455940 | 3.624200 | 26.171479 | -0.319678 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Discontinuties | 84.321967 | 5.262097 | 5.018137 | 29.426841 | 28.422123 | 33.538084 | 14.399523 | 84.321967 | 3.811117 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Power | 49.680426 | 23.940573 | 4.733286 | 49.680426 | 8.168612 | 20.436122 | 7.581755 | 10.272991 | 7.342984 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Power | 71.931899 | 6.300682 | 27.794049 | 11.349622 | 71.931899 | 12.108455 | 21.069465 | -2.602906 | 19.937157 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Power | 44.408210 | 22.368391 | 4.386279 | 44.408210 | 10.398810 | 10.475229 | 1.687538 | 6.182562 | -1.183611 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Temporal Variability | 17.474430 | 7.528758 | 1.721056 | 10.681499 | 2.212452 | 17.474430 | 3.401370 | -0.778107 | 9.308947 |